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Using exploratory factor analysis to define levels of ontology in critical realism
1Nursing, School of Nursing, Midwifery and Paramedicine, University of the Sunshine Coast, Sippy Downs, Australia.
Nurse Researcher
|May 28, 2020
Summary
Exploratory factor analysis helps define critical realism
Area of Science:
- Ontology
- Mixed-methods research
Background:
- Critical realism is a philosophical framework often employed in mixed-methods research.
- It posits three ontological domains: empirical, actual, and real.
- Exploratory factor analysis (EFA) is a statistical technique for identifying patterns in data.
Purpose of the Study:
- To illustrate how exploratory factor analysis can be utilized to delineate the ontological domains within critical realism.
- To provide a methodological bridge between statistical pattern identification and philosophical ontological structures.
Main Methods:
- The study demonstrates the application of exploratory factor analysis (EFA).
- EFA is used to analyze data and identify underlying factors and their relationships.
- These statistical findings are then mapped onto the critical realism ontological domains.
Main Results:
- The factors identified through EFA correspond to the empirical domain of critical realism.
- The theoretical connections between these factors represent the link to the real domain.
- The strength of these connections, as determined by EFA, defines the pathways within the actual domain.
Conclusions:
- Exploratory factor analysis provides a robust method for defining the empirical, actual, and real domains of critical realism.
- This integration allows for a comprehensive understanding of a theory by examining its empirical manifestations and underlying causal mechanisms.
- Researchers can quantify the relationship between lived experiences and theoretical constructs.
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